{"id":"W7009969493","doi":"","title":"Fire resistance performance of lightweight framed wall assemblies: effects of various parameters, key design considerations and numerical modelling","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"FPInnovations","keywords":"Gypsum; Framing (construction); Compatibility (geochemistry); Shear (geology); Fire resistance; Shear wall","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002580522,0.0001776028,0.0003973293,0.00005978684,0.00005090867,0.00002938681,0.00007103408,0.0001174345,0.0000303196],"category_scores_gemma":[0.0002097275,0.0001745972,0.00003663209,0.0001207962,0.00005075487,0.0001228169,0.00001162906,0.0001108287,0.000003907491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003169604,"about_ca_system_score_gemma":0.00003458374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004578981,"about_ca_topic_score_gemma":5.403242e-7,"domain_scores_codex":[0.9989411,0.0001587456,0.0003391968,0.0001768492,0.0001657774,0.000218395],"domain_scores_gemma":[0.9983348,0.001210742,0.00007745477,0.0002549074,0.00005646962,0.00006561067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001302988,0.00009606546,0.0003737047,0.005598721,0.0003982887,0.00004455485,0.003733969,0.2636218,0.714251,0.008934494,0.002275593,0.0005414312],"study_design_scores_gemma":[0.0003534047,0.0001257131,0.00004384471,0.0001965102,0.00004217269,0.000005166335,0.000003406422,0.4064722,0.5908478,0.001501844,0.0002308761,0.0001769728],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.902607,0.0005536859,0.09501153,0.00002215301,0.0001855731,0.0003902184,0.000003805145,0.0001236595,0.001102411],"genre_scores_gemma":[0.8212009,0.0001323183,0.1785623,0.00001772543,0.000008200796,0.00003401591,0.000001007843,0.00002793799,0.00001560605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1428504,"threshold_uncertainty_score":0.7119867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172837278911948,"score_gpt":0.1947206076549186,"score_spread":0.1829922348657991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}